Title :
Rate Distortion Bounds for Binary Erasure Source Using Sparse Graph Codes
Author :
Demay, Grégory ; Rathi, Vishwambhar ; Rasmussen, Lars K.
Author_Institution :
Sch. of Electr. Eng., KTH-R. Inst. of Technol., Stockholm, Sweden
Abstract :
We consider lower bounds on the rate-distortion performance for the binary erasure source(BES) introduced by Martinian and Yedidia, using sparse graph codes for compression. Our approach follows that of Kudekar and Urbanke, where lower bounds on the rate distortion performance of low-density generator matrix (LDGM) codes for the binary symmetric source(BSS) are derived. They introduced two methods for deriving lower bounds, namely the counting method and the test channel method. Based on numerical results they observed that the two methods lead to the same bound. We generalize these two methods for the BES and prove that indeed both methods lead to identical rate-distortion bounds for the BES and hence, also forthe BSS.
Keywords :
binary codes; channel coding; rate distortion theory; sparse matrices; binary erasure source; binary symmetric source; low-density generator matrix codes; rate distortion bounds; sparse graph codes; test channel method; Algorithm design and analysis; Belief propagation; Channel coding; Data compression; Design methodology; Rate-distortion; Source coding; Sparse matrices; Symmetric matrices; Testing; Binary Erasure Source; Rate-Distortion Bound; Sparse Graph Codes;
Conference_Titel :
Data Compression Conference (DCC), 2010
Conference_Location :
Snowbird, UT
Print_ISBN :
978-1-4244-6425-8
Electronic_ISBN :
1068-0314
DOI :
10.1109/DCC.2010.95